The Generative Equation: A Minimal Formalism for Emergent Structure

This work introduces the generative equation, a minimal and domain independent formalism describing how stable structures emerge from iterative processes. Instead of assuming pre existing space, time, matter, or fixed physical laws, the model begins with a single principle: iteration — the repeated transformation of a stateby local rules with minimal variation. The equation Sn+1=C(R(Sn)+Δ(Sn)) formalizes three universal components of generative dynamics: persistence (what remains), variation(what changes), and selection (what survives). This minimal structure is sufficient to produce patterns, stability, coherence, decoherence, and emergent order across physical, biological, cognitive, and artificial systems. The generative equation provides a unified lens for interpreting resonance, self organization, adaptation, learning, and the emergence of structure. It bridges process philosophy, systems theory, information based physics, and contemporary AI, suggesting that reality itself may be best understood as an evolving sequenceof iterated transformations. This paper presents the formalism, its conceptual motivation, and its implications for models of matter, mind, and computation. Future work will develop specialized versions of the equation for quantum processes, emergent geometry, biological evolution, and generative models of cognition. Author: Waldemar Superson

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-18
DOI
https://doi.org/10.5281/zenodo.20266666
Primary Topic
Chaos, Complexity, and Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Generative Equation: A Minimal Formalism for Emergent Structure

Waldemar Superson
Zenodo (CERN European Organization for Nuclear Research)
Chaos, Complexity, and Education
article

The Generative Equation: A Minimal Formalism for Emergent Structure

Waldemar Superson
article en

Abstract

This work introduces the generative equation, a minimal and domain independent formalism describing how stable structures emerge from iterative processes. Instead of assuming pre existing space, time, matter, or fixed physical laws, the model begins with a single principle: iteration — the repeated transformation of a stateby local rules with minimal variation. The equation Sn+1=C(R(Sn)+Δ(Sn)) formalizes three universal components of generative dynamics: persistence (what remains), variation(what changes), and selection (what survives). This minimal structure is sufficient to produce patterns, stability, coherence, decoherence, and emergent order across physical, biological, cognitive, and artificial systems. The generative equation provides a unified lens for interpreting resonance, self organization, adaptation, learning, and the emergence of structure. It bridges process philosophy, systems theory, information based physics, and contemporary AI, suggesting that reality itself may be best understood as an evolving sequenceof iterated transformations. This paper presents the formalism, its conceptual motivation, and its implications for models of matter, mind, and computation. Future work will develop specialized versions of the equation for quantum processes, emergent geometry, biological evolution, and generative models of cognition. Author: Waldemar Superson

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 4%
Chaos, Complexity, and Education
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

The Generative Equation: A Minimal Formalism for Emergent Structure — Waldemar Superson · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS